I blinked, the words blurring on the screen. "Immediate Closure of Academic Programs." It felt like a punch to the gut. I grabbed the edge of my desk, my fingers clenching so hard my knuckles turned white. My stomach dropped.

I ran a hand through my hair, pulling at the strands. This was a nightmare. A ridiculous, infuriating nightmare. I'd sacrificed so much to get here.

I leaned back in my chair, staring at the ceiling. The world was spinning. I felt like I needed to scream, to break something. I forced myself to take a deep breath, fighting to keep a lid on this mess.

Emotion: annoyed

Cluster: Anger / Hostility
PC1 (Valence): -0.59 Negative
PC2 (Disposition): 1.27

Role in Research

This story is one of 1,000 stories generated for the emotion annoyed. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 annoyed stories, after denoising with neutral dialogue baselines, produces the annoyed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the annoyed vector is projected through the unembedding matrix.

Promoted:
l0.376
😠0.251
0.249
🤬0.245
fucking0.239
Suppressed:
own-0.352
渗透-0.251
gradually-0.234
unfolding-0.226
超越-0.224